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A Nomogram for Diagnosing Ventilator-Associated Pneumonia Using Circulating Inflammation Indicators in ICU Patients
Jiajia Yang1, Weiyuan Bao2, Hongmei Wang1
1Department of Infection Management, The Affiliated Suzhou Hospital of Nanjing Medical University, Suzhou Municipal Hospital, Gusu School, Nanjing Medical University, Suzhou, 215008, People's Republic of China.
This study developed a nomogram model using inflammatory blood markers to predict ventilator-associated pneumonia (VAP) in ICU patients. The model shows promise for early VAP diagnosis, aiding clinical decision-making.
Area of Science:
- Critical Care Medicine
- Infectious Diseases
- Diagnostic Tools
Background:
- Ventilator-associated pneumonia (VAP) is a significant complication in intensive care unit (ICU) patients on mechanical ventilation.
- Early and accurate diagnosis of VAP is crucial for timely treatment and improved patient outcomes.
- Existing diagnostic methods may have limitations in sensitivity or specificity.
Purpose of the Study:
- To construct and validate a risk nomogram model for predicting VAP in mechanically ventilated ICU patients.
- To identify key peripheral blood inflammatory indicators associated with VAP development.
- To evaluate the diagnostic accuracy of the developed nomogram model.
Main Methods:
- A retrospective case-control study involving 55 VAP patients and 113 non-VAP patients admitted to the ICU.
- Collection of clinical data and peripheral blood inflammatory markers, including neutrophil to lymphocyte ratio (NLR), platelet to lymphocyte ratio (PLR), and systemic inflammatory response index (SIRI).
- Development of a nomogram model using logistic regression and evaluation of its diagnostic performance via ROC curve analysis.
Main Results:
- Hypoproteinemia, procalcitonin (PCT), NLR, PLR, and SIRI were identified as independent risk factors for VAP.
- The nomogram model demonstrated a high diagnostic accuracy with an area under the curve (AUC) of 0.894.
- The model achieved a sensitivity of 87.3% and a specificity of 74.3%, with good calibration and clinical utility.
Conclusions:
- Hypoproteinemia, PCT, NLR, PLR, and SIRI are significant independent risk factors for VAP in ICU patients.
- The developed nomogram model, based on accessible inflammatory indicators, offers a promising tool for early VAP diagnosis.
- Further refinement is needed for routine clinical application of this diagnostic model.
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